Machine Learning with Operational Costs

zbMath1317.68193arXiv1112.0698MaRDI QIDQ2933872

Cynthia Rudin, Theja Tulabandhula

Publication date: 8 December 2014

Full work available at URL: https://arxiv.org/abs/1112.0698

zbMATH Keywords

optimizationdecision theorystatistical learning theorycovering numbers

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) General considerations in statistical decision theory (62C05)

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Frameworks and results in distributionally robust optimization ⋮ Fast, Optimal, and Targeted Predictions Using Parameterized Decision Analysis ⋮ On combining machine learning with decision making ⋮ Generalization bounds for learning with linear, polygonal, quadratic and conic side knowledge ⋮ Prescriptive selection of machine learning hyperparameters with applications in power markets: retailer's optimal trading

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